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176

3.1k

other

58

Sparsity-aware deep learning inference runtime for CPUs

nlp cpus onnx pruning inference deepsparse performance quantization llm-inference sparsification computer-vision machinelearning object-detection pretrained-models

Created 2020-12-14

1,052 commits to main branch, last one 5 months ago

sparseml neuralmagic

148

2.1k

apache-2.0

49

Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

nlp onnx keras automl pruning pytorch sparsity tensorflow smaller-models sparsification object-detection transfer-learning pruning-algorithms deep-learning-models image-classification deep-learning-library sparsification-recipes deep-learning-algorithms computer-vision-algorithms

Created 2020-12-11

1,826 commits to main branch, last one 5 months ago

CRATE Ma-Lab-Berkeley

96

1.2k

mit

21

Code for CRATE (Coding RAte reduction TransformEr).

compression sparsification white-box-architecture transformer-architecture

Created 2023-05-29

79 commits to main branch, last one 4 months ago

torchprune lucaslie

24

160

mit

5

A research library for pytorch-based neural network pruning, compression, and more.

tinyml pruning pytorch coresets sparsity compression deep-learning filter-pruning sparsification weight-pruning neural-networks machine-learning pruning-algorithms tensor-decomposition generalization-ability neural-architecture-search

Created 2020-02-14

12 commits to main branch, last one 2 years ago

cplxmodule ivannz

27

139

mit

11

Complex-valued neural networks for pytorch and Variational Dropout for real and complex layers.

dropout pytorch sparsification complex-networks variational-bayes

Created 2019-04-25

444 commits to master branch, last one 2 years ago

model-compression-and-acceleration-progress juliagusak

20

105

unknown

8

Repository to track the progress in model compression and acceleration

pruning low-rank compression acceleration neural-network sparsification architecture-search tensor-decomposition knowledge-distillation

Created 2019-06-05

45 commits to master branch, last one 4 years ago

SparseVLMs Gumpest

3

64

apache-2.0

2

Official implementation of paper "SparseVLM: Visual Token Sparsification for Efficient Vision-Language Model Inference" proposed by Peking University and UC Berkeley.

sparsevlm efficiency sparsification vision-language-model

Created 2024-10-04

9 commits to main branch, last one 2 months ago

SLAM_Map_Compression fishmarch

4

45

gpl-3.0

6

[CVPR 2023] Efficient Map Sparsification Based on 2D and 3D Discretized Grids

map slam localization sparsification

Created 2023-03-13

4 commits to main branch, last one about a year ago